.- BuildingView: Constructing Urban Building Exteriors Databases with Street View Imagery and Multimodal Large Language Model..- Urban fire risk prediction and spatiotemporal analysis based on machine learning..- Spatio-Temporal Diffusion Attention Networks for Vessel Flow Prediction..- Study on pollutants and greenhouse gases emission inventory making and emission prediction of Tianjin Port..- Automatic Landslide Identifification Based on High- Resolution Remote Sensing Images Using LightweightDeep Learning Network..- LCformer: Enhancing Multivariate Time Series Forecasting with Transformer Based on Lagged Correlations..- SignalingTraj: A Signaling Data based Trajectory Generation with Diffusion Model..- Research on Estimation Time of Arrival in Marine Traffic based on Large Language Model..- HTDiff: Self-Guiding Diffusion Models for Hand Trajectory Prediction..- A Method for Ship Trajectory Repair Based on Feature Correlation and SHAP Model Interpretability..- A Maritime Route Prediction Method for Large Oil Tankers Based on IMO-MMSI Matching and EncoderLSTM Model..- Learning Sequential Features of Check-ins for User Relationship Inference..- Spatial Optimization of Fire Stations in Beijing Based on Multi-factor Fire Risk Analysis and Covering Problem Model..- A Location Label Optimization Method for Crowdsourcing Trajectory Data..- Leveraging Data Augmentation through Contrastive Self-Supervised Learning for Next Point-of-Interest Recommendation..- Deductive Inference of How Urbanization Shaped by Governmental Policy in Beijing from 2005 to 2022..- LERI Evaluation and Driving Mechanism Analysis via GWRF Model.